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TORRENT DETAILS
Coursera - Machine Learning Engineering For Production (MLOps) Specialization
TORRENT SUMMARY
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Become a Machine Learning expert. Productionize your machine learning knowledge and expand your production engineering capabilities.
WHAT YOU WILL LEARN Design an ML production system end-to-end: project scoping, data needs, modeling strategies, and deployment requirements.
Establish a model baseline, address concept drift, and prototype how to develop, deploy, and continuously improve a productionized ML application.
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FILE LIST
Filename
Size
~Get Your Files Here !/Bonus Resources.txt
386 B
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.en.txt
4.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.mp4
19.3 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.en.srt
11.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.en.txt
5.8 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.mp4
10.8 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/02_ungraded-labs-best-practices_instructions.html
2.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/03_ungraded-lab-introduction-to-docker_C4_W1_Lab_1_Docker_Intro.md
170.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/03_ungraded-lab-introduction-to-docker_instructions.html
1.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.en.txt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.mp4
8.3 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.en.srt
7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.en.txt
3.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.mp4
5.2 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.en.txt
5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.mp4
8 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.en.txt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.mp4
6.6 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/05_optional-build-train-and-deploy-an-xgboost-model-on-cloud-ai-platform_C4_W1_Optional_Lab_1.md
191.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/05_optional-build-train-and-deploy-an-xgboost-model-on-cloud-ai-platform_instructions.html
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~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.en.srt
11.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.en.txt
6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.mp4
9.6 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/02_ungraded-lab-tensorflow-serving-with-docker_C4_W1_Lab_2_TFS_Docker.md
176 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/02_ungraded-lab-tensorflow-serving-with-docker_instructions.html
1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/03_ungraded-lab-serve-a-model-with-tensorflow-serving_C4_W1_Lab_3_TFS.ipynb
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~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/03_ungraded-lab-serve-a-model-with-tensorflow-serving_instructions.html
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.en.txt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.mp4
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.en.txt
3.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.mp4
6.4 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.en.txt
5.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.mp4
11.9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/04_documentation-on-model-servers_instructions.html
1.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/05_ungraded-lab-deploy-a-ml-model-with-fastapi-and-docker_instructions.html
1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/05_ungraded-lab-deploy-a-ml-model-with-fastapi-and-docker_README.md
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.en.srt
18.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.en.txt
10 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.mp4
25 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/02_learn-about-scaling-with-boy-bands_instructions.html
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/03_explore-kubernetes-and-kubeflow_instructions.html
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.en.txt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.mp4
12.9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/02_ungraded-lab-latency-testing-with-docker-compose-and-locust_instructions.html
1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/02_ungraded-lab-latency-testing-with-docker-compose-and-locust_README.md
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.en.srt
6.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.en.txt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.mp4
9.4 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/02_data-preprocessing_instructions.html
2.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.en.srt
10 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.en.txt
5.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.mp4
9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.en.txt
3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.mp4
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/02_ungraded-lab-optional-machine-learning-with-apache-beam-and-tensorflow_C4_W2_Lab_4_Apache_Beam_and_Tensorflow.ipynb
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~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/02_ungraded-lab-optional-machine-learning-with-apache-beam-and-tensorflow_instructions.html
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/01_experiment-tracking.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/02_tools-for-experiment-tracking.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/03_experiment-tracking_instructions.html
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.en.txt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.mp4
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/01_mlops-level-0.en.srt
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/02_mlops-levels-1-2.mp4
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/03_mlops-resources_instructions.html
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~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/05_developing-components-for-an-orchestrated-workflow.en.srt
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